{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examples and Demonstrations\n",
    "\n",
    "The following examples provide a few samples of \n",
    "some of the possibilities available when working with music21.\n",
    "\n",
    "We start loading music21 like this:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# ignore this\n",
    "%load_ext music21.ipython21\n",
    "from music21 import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Searching the Corpus by Locale\n",
    "\n",
    "This example searches all works in the corpus from two regions in China for the\n",
    "count and percentage of melodic sevenths. These works come from the Essen\n",
    "Folksong database, indexed and stored in the `music21` corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get an analysis tool\n",
    "diversityTool = analysis.discrete.MelodicIntervalDiversity()\n",
    "\n",
    "# get a list to store results.\n",
    "results = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Iterate over two regions\n",
    "for region in ('shanxi', 'fujian'):\n",
    "    # Create storage units\n",
    "    intervalDict = {}\n",
    "    workCount = 0\n",
    "    intervalCount = 0\n",
    "    seventhCount = 0\n",
    "    \n",
    "    # Perform a location search on the corpus and iterate over \n",
    "    # resulting file name and work number\n",
    "    for result in corpus.search(region, field='locale'):\n",
    "        workCount += 1\n",
    "    \n",
    "        # Parse the work and create a dictionary of intervals\n",
    "        s = result.parse()\n",
    "        intervalDict = diversityTool.countMelodicIntervals(s, found=intervalDict)\n",
    "    \n",
    "    # Iterate through all intervals, and count totals and sevenths\n",
    "    for label in intervalDict.keys():\n",
    "        intervalCount += intervalDict[label][1] \n",
    "        if label in ['m7', 'M7']:\n",
    "            seventhCount += intervalDict[label][1]\n",
    "    \n",
    "    # Calculate a percentage and store results\n",
    "    pcentSevenths = round((seventhCount / float(intervalCount) * 100), 4)\n",
    "    results.append((region, pcentSevenths, intervalCount, workCount))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "locale: shanxi: found 3.1994 percent melodic sevenths, out of 4282 intervals in 77 works\n",
      "locale: fujian: found 0.7654 percent melodic sevenths, out of 2613 intervals in 53 works\n"
     ]
    }
   ],
   "source": [
    "# print results\n",
    "for region, pcentSevenths, intervalCount, workCount in results: \n",
    "    print('locale: {}: found {} percent melodic sevenths, '\n",
    "          'out of {} intervals in {} works'.format(\n",
    "              region, pcentSevenths, intervalCount, workCount))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pitch and Duration Transformations\n",
    "\n",
    "This example creates a mensural canon from the Soprano part of a Bach chorale.\n",
    "The procedure extracts the :class:`~music21.note.Note` objects from the parsed\n",
    ":class:`~music21.stream.Score` object, using the :func:`~music21.corpus.parse`\n",
    "function and the :meth:`~music21.stream.Stream.getElementById` method. Then, a\n",
    "new part Stream is created by first scaling the timing and duration of events\n",
    "with the :meth:`~music21.stream.Stream.augmentOrDiminish` method and then\n",
    "transposing the pitches with the :meth:`~music21.stream.Stream.transpose`\n",
    "method. The modified Stream is then inserted into another Stream and displayed\n",
    "with the :meth:`~music21.base.Music21Object.show` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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1rt+BurYCziBOaFxLBLWzTkr0whzg8zmvjdUe7J30eSI1Va1PEPnxJUmS1AcMsEuSJPXG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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 155,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "src = corpus.parse('bach/bwv323.xml')\n",
    "soprano = src.getElementById('Soprano').recurse().notesAndRests.stream()\n",
    "soprano.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A15QcmzSMnm8mPZ1g3xvYusWCM4m210eIE8fhjG8SBsYn1F8MPFGwvkZScQbw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\nXN4tzF8EXg+czFglgB90sA2Vx9drsLT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SJEmSVGOCXZIkSWV5KtkS6423dcB7gNn9DlyS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\n8q1Jnu+utBSSJEmSpJ78P5fvsY5ejsuGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 276,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outputScore = stream.Score()\n",
    "\n",
    "transformations = [(1.0, 'P1'),\n",
    "                   (2.0, '-P5'),\n",
    "                   (0.5, '-P11'),\n",
    "                   (1.5, -24), # 24 semitones down\n",
    "                  ]\n",
    "\n",
    "for speed, transposition in transformations:\n",
    "    part = soprano.augmentOrDiminish(speed)\n",
    "    part.transpose(transposition, inPlace=True)\n",
    "    outputScore.insert(0, part)\n",
    "    \n",
    "outputScore.measures(1, 5).show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
